The request was a slap in the face. After all the work he had put in, meticulously manicuring the lawn, this woman wanted to turn part of it into a vegetable plot? Unbelievable!

His breath hitched in his throat. He felt a sudden, intense heat, as if he had swallowed a fireball. His shoulders tensed; his fingers felt like claws.

"Absolutely not," he repeated, each word a clipped, sharp syllable, as if cutting a piece of the other person off. She was clearly insane to ask.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256